Janakiram MSV janakiramm

Analyst | Advisor | Architect IoT and Microservices enthusiast

janakiramm / rag-agent-semantic-router.py

Created September 24, 2024 12:22

RAG-Agent-Semantic-Router

	import os
	from typing import Dict, Any
	from datetime import datetime, timedelta
	import pytz
	import requests

	from openai import OpenAI

	import chromadb
	from chromadb.utils import embedding_functions

janakiramm / nim-langchain-rag-agent.py

Created September 20, 2024 11:16

NIM-LangChain-RAG-Agent

	import os
	from datetime import datetime, timedelta
	import pytz
	import requests
	import json

	from langchain_nvidia_ai_endpoints import ChatNVIDIA, NVIDIAEmbeddings
	from langchain_community.document_loaders import WebBaseLoader
	from langchain_text_splitters import RecursiveCharacterTextSplitter
	from langchain_community.vectorstores import FAISS

janakiramm / RAG_with_NIM.ipynb

Created August 22, 2024 10:49

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janakiramm / Hermes-Function-Calling.py

Created May 23, 2024 15:33

Function Calling with Open Hermes-2 Pro

	from huggingface_hub import InferenceClient

	client = InferenceClient("http://127.0.0.1:8080")

	tools = [
	{
	"type": "function",
	"function": {
	"name": "get_flight_status",
	"description": "Get status of a flight",

janakiramm / Gemini-Function-Calling.py

Last active May 23, 2024 07:20

Function calling with Gemini 1.0 Pro

	import google.generativeai as genai

	##The Function get_flight_status is available at https://gist.github.com/janakiramm/2143b909626f5f01d64739e3fe90c9c8

	def get_departure_gate(flight:str):
	"""Returns Departure Information"""
	return "B11"

	model = genai.GenerativeModel(
	model_name='gemini-1.0-pro',

janakiramm / GPT-4o-Function-Calling.py

Created May 23, 2024 05:32

Integrating Function Calling with GPT-4 Omni model

	from openai import OpenAI

	#Initialize the environment variable OPENAI_API_KEY with your api key
	client = OpenAI()

	#Function is available at https://gist.github.com/janakiramm/2143b909626f5f01d64739e3fe90c9c8

	tools = [
	{
	"type": "function",

janakiramm / FlightAware_API.py

Last active May 23, 2024 04:40

Function to Invoke FlightAware API

	import ast
	import json
	import random
	from datetime import datetime, timedelta
	import requests
	import pytz

	def get_flight_status(flight):
	"""Returns Flight Information"""

janakiramm / langchain_gemini_summarization.py

Created March 14, 2024 09:56

Python code to build a content summarization application based on Gemini and LangChain

	### Install required modules and set the envvar for Gemini API Key
	#pip install google.generativeai
	#pip install langchain-google-genai
	#pip install langchain
	#pip install langchain_community
	#pip install jupyter

	#export GOOGLE_API_KEY="YOUR_GOOGLE_API_KEY"

	#Import Modules

janakiramm / langchain_gemini_qa.py

Created March 14, 2024 07:01

Python code to build a Q&A application based on Gemini, Chroma, and VectorDB

	### Install required modules and set the envvar for Gemini API Key
	#pip install pypdf2
	#pip install chromadb
	#pip install google.generativeai
	#pip install langchain-google-genai
	#pip install langchain
	#pip install langchain_community
	#pip install jupyter

	#export GOOGLE_API_KEY="YOUR_GOOGLE_API_KEY"

janakiramm / rag_gemini.py

Created March 8, 2024 06:14

Python code to implement RAG with Vertex AI Vector Search and Gemini Pro

	# The previous part of this tutorial is at https://gist.github.com/janakiramm/55d2d8ec5d14dd45c7e9127d81cdafcd

	from vertexai.language_models import TextEmbeddingModel
	from google.cloud import aiplatform
	import vertexai
	from vertexai.preview.generative_models import GenerativeModel, Part
	import json
	import os

	project=”YOUR_GCP_PROJECT”